{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.08527382991528172\n",
      "0.10701857459212724\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "\n",
    "matplotlib.rcParams['svg.fonttype'] = 'none'\n",
    "\n",
    "# 数据\n",
    "data = [[[8.0, 8, 7.0], [6.0, 8, 7.0], [7.0, 7, 5.0], [7.0, 8, 7.0], [6.0, 7, 6.0], [10.0, 9, 8.0], [6.0, 6, 5.0], [9.0, 8, 7.0], [9.0, 10, 10.0], [10.0, 7, 7.0], [9.0, 9, 8.0], [5.0, 6, 4.0], [6.0, 9, 7.0], [6.0, 8, 8.0], [6.0, 7, 7.0], [5.0, 6, 5.0], [7.0, 9, 7.0], [9.0, 15, 14.0], [8.0, 8, 7.0], [6.0, 7, 6.0], [8.0, 10, 10.0], [7.0, 6, 5.0], [7.0, 7, 5.0], [8.0, 7, 7.0], [7.0, 8, 8.0], [5.0, 7, 6.0], [10.0, 7, 7.0], [9.0, 8, 7.0], [6.0, 8, 6.0], [7.0, 8, 7.0], [6.0, 6, 5.0], [11.0, 10, 9.0], [10.0, 10, 10.0], [9.0, 8, 7.0], [13.0, 8, 7.0], [8.0, 8, 7.0], [8.0, 10, 10.0], [7.0, 7, 6.0], [10.0, 8, 8.0], [9.0, 9, 8.0], [8.0, 6, 6.0], [6.0, 6, 4.0], [8.0, 9, 9.0], [7.0, 8, 6.0], [6.0, 8, 7.0], [6.0, 8, 6.0], [9.0, 7, 7.0], [8.0, 8, 6.0], [5.0, 9, 9.0], [6.0, 6, 6.0], [8.0, 8, 8.0], [7.0, 8, 7.0], [6.0, 7, 6.0], [5.0, 6, 5.0], [14.0, 13, 13.0], [8.0, 8, 6.0], [7.0, 9, 9.0], [6.0, 8, 8.0], [6.0, 6, 6.0], [8.0, 6, 6.0], [8.0, 9, 8.0], [7.0, 8, 6.0], [5.0, 8, 7.0], [9.0, 9, 8.0], [7.0, 8, 6.0], [8.0, 8, 7.0], [7.0, 7, 7.0], [14.0, 14, 14.0], [5.0, 12, 12.0], [11.0, 8, 7.0], [6.0, 9, 8.0], [6.0, 7, 6.0], [8.0, 7, 6.0], [8.0, 8, 7.0], [5.0, 6, 5.0], [6.0, 6, 6.0], [16.0, 18, 18.0], [5.0, 7, 6.0], [7.0, 8, 8.0], [9.0, 9, 8.0], [8.0, 8, 8.0], [8.0, 8, 8.0], [8.0, 6, 5.0], [6.0, 8, 6.0], [12.0, 9, 7.0], [8.0, 8, 7.0], [10.0, 8, 8.0], [8.0, 9, 9.0], [7.0, 10, 8.0], [9.0, 9, 8.0], [9.0, 7, 7.0], [5.0, 9, 9.0], [17.0, 8, 7.0], [5.0, 6, 5.0], [5.0, 8, 6.0], [8.0, 8, 7.0], [6.0, 6, 6.0], [6.0, 8, 6.0], [10.0, 9, 7.0], [7.0, 8, 8.0], [10.0, 9, 7.0], [7.0, 7, 7.0], [5.0, 5, 5.0], [8.0, 8, 8.0], [6.0, 7, 5.0], [7.0, 9, 9.0], [7.0, 6, 6.0], [6.0, 8, 5.0], [8.0, 8, 7.0], [7.0, 8, 8.0], [5.0, 6, 5.0], [8.0, 8, 7.0], [5.0, 7, 5.0], [5.0, 6, 5.0], [5.0, 7, 6.0], [9.0, 8, 6.0], [10.0, 10, 9.0], [5.0, 6, 6.0], [10.0, 8, 8.0], [7.0, 7, 6.0], [7.0, 7, 7.0], [4.0, 6, 5.0], [9.0, 8, 8.0], [8.0, 8, 7.0], [8.0, 9, 7.0], [7.0, 7, 6.0], [10.0, 7, 7.0], [8.0, 11, 10.0], [11.0, 8, 6.0], [10.0, 7, 7.0], [8.0, 7, 7.0], [5.0, 6, 6.0], [10.0, 8, 6.0], [6.0, 8, 7.0], [8.0, 6, 5.0], [10.0, 9, 8.0], [7.0, 7, 5.0], [5.0, 7, 7.0], [7.0, 7, 6.0], [9.0, 8, 8.0], [10.0, 8, 7.0], [8.0, 8, 8.0], [6.0, 7, 7.0], [8.0, 6, 6.0]], [[9.0, 6, 5.0], [7.0, 7, 5.0], [5.0, 7, 7.0], [8.0, 7, 7.0], [5.0, 7, 7.0], [7.0, 9, 7.0], [8.0, 9, 9.0], [8.0, 8, 7.0], [9.0, 7, 7.0], [9.0, 6, 6.0], [8.0, 11, 10.0], [9.0, 10, 10.0], [8.0, 8, 7.0], [6.0, 9, 8.0], [7.0, 8, 6.0], [6.0, 6, 6.0], [9.0, 7, 5.0], [5.0, 6, 5.0], [6.0, 7, 6.0], [8.0, 7, 7.0], [9.0, 9, 6.0], [6.0, 8, 7.0], [8.0, 7, 7.0], [8.0, 7, 7.0], [5.0, 7, 7.0], [6.0, 7, 7.0], [9.0, 8, 6.0], [5.0, 9, 9.0], [9.0, 10, 9.0], [9.0, 13, 11.0], [4.0, 9, 8.0], [8.0, 8, 6.0], [9.0, 8, 8.0], [7.0, 6, 6.0], [6.0, 7, 6.0], [6.0, 7, 7.0], [10.0, 6, 6.0], [5.0, 7, 5.0], [8.0, 8, 7.0], [10.0, 9, 8.0], [12.0, 12, 10.0], [7.0, 8, 7.0], [9.0, 7, 7.0], [8.0, 9, 8.0], [11.0, 8, 8.0], [8.0, 6, 6.0], [9.0, 7, 6.0], [6.0, 9, 8.0], [8.0, 5, 5.0], [8.0, 7, 6.0], [9.0, 9, 8.0], [6.0, 8, 6.0], [8.0, 7, 7.0], [7.0, 8, 7.0], [6.0, 6, 6.0], [8.0, 10, 10.0], [5.0, 6, 5.0], [8.0, 10, 10.0], [7.0, 9, 7.0], [9.0, 7, 5.0], [7.0, 5, 4.0], [11.0, 8, 7.0], [6.0, 6, 5.0], [7.0, 7, 7.0], [5.0, 7, 7.0], [6.0, 7, 5.0], [5.0, 7, 6.0], [7.0, 10, 10.0], [6.0, 8, 8.0], [6.0, 6, 5.0], [5.0, 7, 6.0], [5.0, 7, 6.0], [5.0, 7, 6.0], [5.0, 7, 6.0], [8.0, 8, 8.0], [5.0, 6, 5.0], [5.0, 7, 5.0], [6.0, 8, 7.0], [6.0, 8, 7.0], [5.0, 5, 4.0], [5.0, 6, 6.0], [8.0, 8, 8.0], [7.0, 8, 6.0], [6.0, 9, 8.0], [4.0, 6, 6.0], [6.0, 7, 6.0], [6.0, 8, 6.0], [7.0, 8, 8.0], [7.0, 8, 7.0], [6.0, 10, 9.0], [7.0, 10, 10.0], [11.0, 9, 8.0], [5.0, 7, 5.0], [16.0, 8, 7.0], [10.0, 7, 5.0], [7.0, 7, 5.0], [7.0, 9, 8.0], [6.0, 9, 7.0], [6.0, 6, 5.0], [7.0, 6, 6.0], [5.0, 6, 5.0], [6.0, 8, 7.0], [6.0, 7, 6.0], [7.0, 8, 7.0], [6.0, 7, 5.0], [9.0, 7, 6.0], [8.0, 11, 10.0], [18.0, 11, 10.0], [10.0, 13, 12.0], [9.0, 7, 6.0], [7.0, 6, 5.0], [6.0, 7, 5.0], [10.0, 8, 7.0], [7.0, 8, 6.0], [7.0, 9, 6.0], [5.0, 7, 6.0], [6.0, 6, 5.0], [8.0, 7, 6.0], [6.0, 5, 4.0], [8.0, 7, 5.0], [7.0, 8, 8.0], [7.0, 7, 6.0], [6.0, 7, 7.0], [5.0, 6, 6.0], [9.0, 9, 9.0], [7.0, 9, 7.0], [10.0, 7, 6.0], [7.0, 9, 9.0], [9.0, 8, 7.0], [8.0, 9, 8.0], [5.0, 7, 6.0], [10.0, 8, 7.0], [7.0, 7, 6.0], [8.0, 8, 8.0], [6.0, 8, 7.0], [8.0, 8, 7.0], [8.0, 9, 8.0], [7.0, 6, 5.0], [7.0, 7, 7.0], [7.0, 8, 7.0], [9.0, 8, 8.0], [7.0, 7, 6.0], [6.0, 8, 6.0], [6.0, 8, 6.0]], [[8.0, 8, 7.0], [5.0, 7, 6.0], [6.0, 8, 7.0], [8.0, 6, 5.0], [6.0, 8, 6.0], [7.0, 7, 6.0], [7.0, 7, 6.0], [5.0, 7, 6.0], [6.0, 7, 5.0], [7.0, 6, 6.0], [8.0, 8, 7.0], [11.0, 11, 11.0], [13.0, 8, 8.0], [13.0, 9, 9.0], [5.0, 6, 6.0], [6.0, 7, 7.0], [8.0, 8, 7.0], [6.0, 8, 6.0], [8.0, 8, 6.0], [6.0, 6, 6.0], [9.0, 8, 8.0], [8.0, 7, 6.0], [6.0, 6, 6.0], [11.0, 9, 9.0], [5.0, 5, 4.0], [7.0, 8, 8.0], [11.0, 10, 10.0], [6.0, 8, 6.0], [5.0, 8, 6.0], [5.0, 6, 5.0], [8.0, 7, 7.0], [6.0, 7, 5.0], [7.0, 7, 6.0], [11.0, 8, 8.0], [7.0, 6, 5.0], [7.0, 7, 6.0], [6.0, 6, 6.0], [8.0, 7, 5.0], [15.0, 9, 9.0], [9.0, 8, 8.0], [11.0, 7, 7.0], [8.0, 8, 8.0], [7.0, 8, 6.0], [7.0, 8, 8.0], [7.0, 7, 5.0], [8.0, 8, 6.0], [8.0, 8, 5.0], [5.0, 9, 9.0], [7.0, 7, 6.0], [6.0, 7, 6.0], [7.0, 7, 5.0], [6.0, 7, 7.0], [11.0, 10, 10.0], [6.0, 7, 5.0], [8.0, 8, 8.0], [6.0, 6, 5.0], [11.0, 9, 9.0], [5.0, 10, 7.0], [8.0, 7, 6.0], [7.0, 7, 7.0], [11.0, 10, 10.0], [7.0, 8, 7.0], [8.0, 6, 6.0], [12.0, 5, 5.0], [7.0, 7, 5.0], [7.0, 9, 9.0], [7.0, 9, 7.0], [5.0, 6, 5.0], [10.0, 12, 10.0], [9.0, 8, 7.0], [6.0, 6, 6.0], [6.0, 7, 6.0], [12.0, 8, 8.0], [6.0, 7, 7.0], [9.0, 10, 10.0], [15.0, 12, 10.0], [8.0, 7, 7.0], [9.0, 9, 7.0], [9.0, 7, 6.0], [6.0, 7, 7.0], [7.0, 7, 6.0], [5.0, 8, 6.0], [14.0, 11, 10.0], [10.0, 10, 9.0], [6.0, 8, 8.0], [7.0, 6, 6.0], [10.0, 7, 7.0], [8.0, 10, 9.0], [11.0, 9, 9.0], [7.0, 7, 7.0], [7.0, 8, 6.0], [8.0, 7, 6.0], [8.0, 9, 8.0], [5.0, 10, 9.0], [6.0, 8, 8.0], [7.0, 7, 5.0], [6.0, 6, 5.0], [6.0, 7, 6.0], [4.0, 7, 6.0], [8.0, 9, 9.0], [9.0, 8, 7.0], [6.0, 7, 6.0], [9.0, 13, 11.0], [6.0, 11, 11.0], [6.0, 8, 6.0], [5.0, 8, 8.0], [7.0, 8, 8.0], [10.0, 9, 7.0], [6.0, 6, 6.0], [9.0, 7, 6.0], [5.0, 7, 6.0], [7.0, 7, 6.0], [5.0, 6, 5.0], [6.0, 8, 7.0], [8.0, 9, 8.0], [7.0, 6, 6.0], [9.0, 8, 7.0], [8.0, 8, 8.0], [5.0, 8, 6.0], [12.0, 11, 11.0], [7.0, 8, 8.0], [8.0, 11, 8.0], [12.0, 9, 8.0], [8.0, 6, 6.0], [12.0, 7, 7.0], [13.0, 8, 7.0], [10.0, 6, 6.0], [7.0, 7, 7.0], [7.0, 7, 7.0], [9.0, 8, 7.0], [5.0, 7, 6.0], [7.0, 7, 6.0], [7.0, 7, 6.0], [9.0, 9, 8.0], [10.0, 11, 9.0], [6.0, 5, 5.0], [7.0, 8, 5.0], [7.0, 6, 5.0], [6.0, 6, 6.0], [5.0, 7, 5.0], [7.0, 7, 5.0], [11.0, 7, 6.0], [8.0, 7, 6.0], [6.0, 8, 6.0]], [[5.0, 7, 6.0], [6.0, 8, 6.0], [7.0, 8, 7.0], [7.0, 9, 9.0], [5.0, 7, 5.0], [9.0, 8, 8.0], [8.0, 7, 7.0], [9.0, 6, 5.0], [10.0, 7, 6.0], [7.0, 8, 6.0], [6.0, 7, 7.0], [5.0, 6, 5.0], [5.0, 6, 5.0], [9.0, 6, 6.0], [6.0, 8, 7.0], [7.0, 9, 9.0], [8.0, 9, 8.0], [7.0, 7, 6.0], [9.0, 7, 5.0], [7.0, 6, 5.0], [7.0, 6, 5.0], [8.0, 9, 7.0], [11.0, 11, 10.0], [7.0, 7, 6.0], [8.0, 7, 6.0], [9.0, 7, 7.0], [7.0, 6, 6.0], [8.0, 7, 6.0], [6.0, 6, 4.0], [5.0, 6, 6.0], [7.0, 8, 8.0], [5.0, 7, 6.0], [8.0, 11, 11.0], [6.0, 7, 7.0], [7.0, 6, 6.0], [6.0, 6, 6.0], [8.0, 9, 8.0], [7.0, 7, 7.0], [9.0, 8, 8.0], [5.0, 6, 5.0], [7.0, 7, 7.0], [6.0, 8, 8.0], [9.0, 6, 5.0], [6.0, 6, 5.0], [11.0, 8, 6.0], [7.0, 9, 9.0], [10.0, 7, 7.0], [7.0, 7, 6.0], [10.0, 9, 9.0], [5.0, 7, 5.0], [5.0, 7, 6.0], [6.0, 9, 9.0], [8.0, 8, 8.0], [6.0, 9, 8.0], [6.0, 7, 6.0], [5.0, 6, 5.0], [6.0, 7, 5.0], [9.0, 8, 7.0], [7.0, 8, 7.0], [5.0, 6, 6.0], [5.0, 8, 8.0], [7.0, 7, 7.0], [6.0, 8, 7.0], [6.0, 8, 7.0], [8.0, 8, 7.0], [7.0, 7, 6.0], [8.0, 8, 7.0], [9.0, 9, 8.0], [9.0, 6, 6.0], [5.0, 5, 5.0], [6.0, 7, 6.0], [9.0, 9, 8.0], [9.0, 8, 7.0], [8.0, 7, 7.0], [6.0, 7, 5.0], [6.0, 8, 8.0], [5.0, 5, 4.0], [7.0, 7, 7.0], [11.0, 8, 8.0], [8.0, 8, 7.0], [10.0, 8, 8.0], [10.0, 9, 9.0], [7.0, 8, 7.0], [6.0, 7, 6.0], [7.0, 7, 6.0], [4.0, 6, 5.0], [8.0, 7, 7.0], [12.0, 8, 6.0], [9.0, 10, 9.0], [10.0, 8, 7.0], [11.0, 8, 6.0], [6.0, 7, 6.0], [5.0, 7, 7.0], [5.0, 6, 6.0], [6.0, 7, 6.0], [5.0, 6, 5.0], [7.0, 7, 6.0], [7.0, 6, 5.0], [9.0, 8, 8.0], [5.0, 6, 5.0], [5.0, 7, 6.0], [5.0, 6, 5.0], [11.0, 7, 7.0], [6.0, 7, 5.0], [9.0, 8, 8.0], [5.0, 7, 6.0], [9.0, 9, 8.0], [7.0, 7, 7.0], [5.0, 6, 6.0], [7.0, 7, 7.0], [6.0, 6, 5.0], [7.0, 8, 7.0], [5.0, 6, 5.0], [6.0, 9, 9.0], [8.0, 7, 7.0], [7.0, 7, 6.0], [6.0, 6, 5.0], [6.0, 6, 5.0], [6.0, 7, 7.0], [8.0, 10, 9.0], [8.0, 7, 6.0], [7.0, 8, 8.0], [10.0, 8, 7.0], [11.0, 8, 8.0], [9.0, 8, 7.0], [5.0, 7, 5.0], [6.0, 7, 7.0], [12.0, 9, 8.0], [10.0, 7, 6.0], [5.0, 6, 5.0], [7.0, 8, 7.0], [10.0, 8, 7.0], [8.0, 8, 7.0], [5.0, 7, 6.0], [9.0, 7, 6.0], [12.0, 6, 6.0], [5.0, 8, 7.0], [12.0, 8, 7.0], [6.0, 8, 7.0], [9.0, 8, 6.0], [6.0, 9, 9.0], [9.0, 9, 9.0], [5.0, 9, 6.0], [8.0, 8, 7.0]], [[7.0, 7, 6.0], [5.0, 8, 8.0], [7.0, 7, 6.0], [6.0, 7, 6.0], [7.0, 8, 8.0], [12.0, 10, 9.0], [8.0, 11, 11.0], [7.0, 8, 6.0], [10.0, 11, 10.0], [6.0, 6, 5.0], [5.0, 6, 5.0], 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6.0], [10.0, 8, 8.0], [8.0, 8, 7.0], [8.0, 8, 8.0], [15.0, 8, 7.0], [8.0, 8, 8.0], [10.0, 8, 6.0], [9.0, 9, 9.0], [8.0, 8, 7.0], [8.0, 6, 6.0], [8.0, 8, 7.0], [8.0, 9, 8.0], [5.0, 8, 7.0], [16.0, 10, 10.0], [6.0, 7, 6.0], [10.0, 9, 9.0], [5.0, 7, 6.0], [8.0, 8, 8.0], [7.0, 9, 7.0], [6.0, 7, 6.0], [6.0, 8, 6.0], [6.0, 8, 6.0], [6.0, 8, 7.0], [9.0, 9, 8.0], [8.0, 12, 8.0], [9.0, 7, 7.0], [6.0, 7, 6.0], [7.0, 8, 8.0], [12.0, 9, 7.0], [13.0, 11, 11.0], [6.0, 7, 7.0], [6.0, 7, 7.0], [8.0, 8, 8.0], [6.0, 9, 9.0], [10.0, 8, 7.0], [6.0, 7, 6.0], [9.0, 7, 7.0], [9.0, 8, 8.0], [5.0, 7, 6.0], [6.0, 7, 6.0], [9.0, 8, 8.0], [8.0, 7, 5.0], [7.0, 6, 5.0], [8.0, 7, 7.0], [7.0, 7, 7.0], [7.0, 7, 6.0], [11.0, 13, 12.0], [7.0, 6, 6.0], [9.0, 7, 6.0], [11.0, 9, 8.0], [9.0, 6, 6.0], [4.0, 5, 4.0], [6.0, 7, 6.0], [8.0, 7, 6.0], [8.0, 7, 7.0], [7.0, 7, 6.0], [12.0, 7, 6.0], [8.0, 8, 6.0], [4.0, 8, 7.0], [8.0, 7, 7.0], [7.0, 6, 6.0], [7.0, 10, 9.0], [5.0, 8, 6.0]], [[8.0, 8, 8.0], [6.0, 7, 6.0], [7.0, 8, 6.0], [7.0, 9, 8.0], [7.0, 7, 7.0], [7.0, 6, 6.0], [6.0, 7, 7.0], [5.0, 6, 5.0], [6.0, 9, 8.0], [8.0, 9, 8.0], [11.0, 8, 8.0], [5.0, 8, 7.0], [7.0, 8, 7.0], [8.0, 8, 8.0], [5.0, 6, 5.0], [7.0, 7, 7.0], [7.0, 9, 8.0], [9.0, 7, 6.0], [6.0, 6, 5.0], [8.0, 7, 6.0], [11.0, 7, 6.0], [9.0, 10, 9.0], [14.0, 8, 8.0], [6.0, 7, 6.0], [20.0, 10, 10.0], [9.0, 7, 7.0], [7.0, 6, 6.0], [8.0, 9, 9.0], [9.0, 9, 8.0], [9.0, 10, 10.0], [8.0, 7, 7.0], [10.0, 7, 6.0], [6.0, 7, 7.0], [6.0, 7, 6.0], [8.0, 9, 8.0], [5.0, 7, 7.0], [7.0, 6, 6.0], [8.0, 8, 7.0], [7.0, 8, 7.0], [8.0, 8, 7.0], [9.0, 7, 7.0], [6.0, 8, 7.0], [8.0, 8, 8.0], [8.0, 8, 8.0], [7.0, 8, 5.0], [8.0, 7, 7.0], [8.0, 7, 7.0], [6.0, 8, 7.0], [8.0, 7, 6.0], [4.0, 5, 5.0], [7.0, 8, 6.0], [8.0, 8, 7.0], [6.0, 6, 6.0], [6.0, 7, 6.0], [8.0, 11, 8.0], [7.0, 7, 6.0], [12.0, 10, 10.0], [8.0, 10, 10.0], [6.0, 7, 6.0], [7.0, 8, 6.0], [5.0, 8, 7.0], [8.0, 7, 6.0], [5.0, 8, 8.0], [4.0, 6, 6.0], [6.0, 7, 6.0], [9.0, 11, 9.0], [8.0, 7, 7.0], [6.0, 6, 5.0], [11.0, 11, 11.0], [11.0, 8, 7.0], [8.0, 7, 5.0], [8.0, 8, 8.0], [7.0, 7, 7.0], [8.0, 8, 8.0], [6.0, 8, 8.0], [9.0, 7, 6.0], [5.0, 5, 4.0], [4.0, 5, 5.0], [6.0, 6, 5.0], [5.0, 7, 7.0], [7.0, 8, 7.0], [8.0, 7, 5.0], [6.0, 7, 7.0], [7.0, 10, 8.0], [8.0, 9, 8.0], [7.0, 9, 7.0], [5.0, 5, 5.0], [9.0, 9, 9.0], [8.0, 8, 7.0], [10.0, 8, 8.0], [10.0, 6, 6.0], [8.0, 8, 7.0], [8.0, 10, 10.0], [5.0, 7, 6.0], [12.0, 7, 6.0], [8.0, 8, 7.0], [6.0, 7, 6.0], [7.0, 9, 9.0], [5.0, 6, 5.0], [7.0, 7, 6.0], [8.0, 9, 9.0], [6.0, 7, 7.0], [4.0, 7, 7.0], [8.0, 7, 5.0], [5.0, 8, 7.0], [9.0, 8, 7.0], [7.0, 10, 9.0], [8.0, 7, 7.0], [11.0, 7, 6.0], [8.0, 7, 6.0], [6.0, 7, 7.0], [8.0, 8, 8.0], [7.0, 7, 7.0], [4.0, 5, 4.0], [7.0, 6, 5.0], [6.0, 9, 9.0], [9.0, 8, 8.0], [6.0, 7, 6.0], [6.0, 9, 7.0], [6.0, 7, 5.0], [7.0, 6, 5.0], [8.0, 7, 6.0], [10.0, 10, 8.0], [9.0, 7, 6.0], [7.0, 7, 7.0], [6.0, 6, 5.0], [8.0, 10, 8.0], [8.0, 8, 8.0], [12.0, 8, 8.0], [7.0, 7, 6.0], [8.0, 7, 6.0], [7.0, 8, 7.0], [12.0, 7, 7.0], [9.0, 9, 8.0], [8.0, 11, 8.0], [7.0, 7, 7.0], [7.0, 8, 8.0], [7.0, 8, 7.0], [10.0, 8, 7.0], [7.0, 7, 6.0], [6.0, 6, 5.0], [7.0, 10, 9.0], [6.0, 7, 7.0], [5.0, 7, 6.0]]]\n",
    "\n",
    "\n",
    "mean_data = []\n",
    "\n",
    "# 计算均值\n",
    "for i in data:\n",
    "    mean_data.append(np.mean(i, axis=0))\n",
    "\n",
    "# 提取 num_node 数组\n",
    "sd_num = list(range(5, 5 + len(data) * 2, 2))\n",
    "\n",
    "# 提取三个参数的均值列\n",
    "sp_psp = [item[0] for item in mean_data]\n",
    "rpd_gd = [item[1] for item in mean_data]\n",
    "rpsp = [item[2] for item in mean_data]\n",
    "\n",
    "sp_psp_mean = np.mean(sp_psp)\n",
    "rpd_gd_mean = np.mean(rpd_gd)\n",
    "rpsp_mean = np.mean(rpsp)\n",
    "\n",
    "print((sp_psp_mean - rpsp_mean) / sp_psp_mean)\n",
    "print((rpd_gd_mean - rpsp_mean) / rpd_gd_mean)\n",
    "\n",
    "# 可视化\n",
    "plt.figure(figsize=(8, 6))\n",
    "plt.plot(sd_num, sp_psp, label='sp_psp', marker='o')\n",
    "plt.plot(sd_num, rpd_gd, label='rpd_gd', marker='s')\n",
    "plt.plot(sd_num, rpsp, label='rpsp', marker='p')\n",
    "\n",
    "plt.xlabel('Number of Init PS Num')\n",
    "plt.ylabel('Used Time Slots')\n",
    "plt.title('node_num=60, alpha=0.2')\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.savefig(\"var_init_ps.svg\", format=\"svg\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.20413773148148134\n",
      "0.16272424768518504\n",
      "0.05005787037037024\n"
     ]
    }
   ],
   "source": [
    "print((26.009375 - 21.6) / 21.6)\n",
    "print((25.11484375 - 21.6) / 21.6)\n",
    "print((22.68125 - 21.6) / 21.6)"
   ]
  }
 ],
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   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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